Triple

T21125841
Position Surface form Disambiguated ID Type / Status
Subject Dublin Area Rapid Transit E520553 entity
Predicate rollingStock P1305 FINISHED
Object IE 8500 Class EMU
The IE 8500 Class EMU is a series of electric multiple unit trains operated by Iarnród Éireann for suburban commuter services in the Dublin area.
E1469503 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: IE 8500 Class EMU | Statement: [Dublin Area Rapid Transit, rollingStock, IE 8500 Class EMU]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: IE 8500 Class EMU
Context triple: [Dublin Area Rapid Transit, rollingStock, IE 8500 Class EMU]
  • A. IE 8100 Class EMU
    The IE 8100 Class EMU is an electric multiple unit train type that formed the original fleet for Dublin’s DART suburban rail system in Ireland.
  • B. Class 455 EMU
    The Class 455 EMU is a type of British electric multiple unit train introduced in the early 1980s for suburban commuter services in the South East of England.
  • C. Class 83 EMU
    The Class 83 EMU is an electric multiple unit train type used by Malaysia’s KTM Komuter suburban rail service for passenger operations.
  • D. Class 745 EMU
    The Class 745 EMU is a modern electric multiple unit train used on regional and intercity services in the UK, built for high-capacity, high-comfort passenger operations.
  • E. Civia EMU
    Civia EMU is a class of electric multiple unit commuter trains used by Spain’s Renfe for suburban and regional passenger services.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: IE 8500 Class EMU
Triple: [Dublin Area Rapid Transit, rollingStock, IE 8500 Class EMU]
Generated description
The IE 8500 Class EMU is a series of electric multiple unit trains operated by Iarnród Éireann for suburban commuter services in the Dublin area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: IE 8500 Class EMU
Target entity description: The IE 8500 Class EMU is a series of electric multiple unit trains operated by Iarnród Éireann for suburban commuter services in the Dublin area.
  • A. IE 8100 Class EMU
    The IE 8100 Class EMU is an electric multiple unit train type that formed the original fleet for Dublin’s DART suburban rail system in Ireland.
  • B. Class 455 EMU
    The Class 455 EMU is a type of British electric multiple unit train introduced in the early 1980s for suburban commuter services in the South East of England.
  • C. Class 83 EMU
    The Class 83 EMU is an electric multiple unit train type used by Malaysia’s KTM Komuter suburban rail service for passenger operations.
  • D. Class 745 EMU
    The Class 745 EMU is a modern electric multiple unit train used on regional and intercity services in the UK, built for high-capacity, high-comfort passenger operations.
  • E. Civia EMU
    Civia EMU is a class of electric multiple unit commuter trains used by Spain’s Renfe for suburban and regional passenger services.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69e0b50a623881909c0bbaf4f2c055e7 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e72238cf708190a4676c40deea2e46 completed April 21, 2026, 7:07 a.m.
NED1 Entity disambiguation (via context triple) batch_6a096db6724c8190a5c3886d0784ab03 completed May 17, 2026, 7:26 a.m.
NEDg Description generation batch_6a096ef9a6388190ba34cbe01863946c completed May 17, 2026, 7:32 a.m.
NED2 Entity disambiguation (via description) batch_6a096f7706448190a1bb61535e0adcd3 completed May 17, 2026, 7:34 a.m.
Created at: April 16, 2026, 2:56 p.m.